
import pandas as pd
import numpy as np
import seaborn as sns


credits_df = pd.read_csv('credits.csv')
movies_df = pd.read_csv('movies.csv')


credits_df.head()


movies_df.head()


pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)


credits_df


movies_df


movies_df = movies_df.merge(credits_df, on = 'title')


movies_df.shape

(4808, 23)


movies_df.head()


movies_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 4808 entries, 0 to 4807
Data columns (total 23 columns):
 #   Column                Non-Null Count  Dtype  
---  ------                --------------  -----  
 0   budget                4808 non-null   int64  
 1   genres                4808 non-null   object 
 2   homepage              1713 non-null   object 
 3   id                    4808 non-null   int64  
 4   keywords              4808 non-null   object 
 5   original_language     4808 non-null   object 
 6   original_title        4808 non-null   object 
 7   overview              4805 non-null   object 
 8   popularity            4808 non-null   float64
 9   production_companies  4808 non-null   object 
 10  production_countries  4808 non-null   object 
 11  release_date          4807 non-null   object 
 12  revenue               4808 non-null   int64  
 13  runtime               4806 non-null   float64
 14  spoken_languages      4808 non-null   object 
 15  status                4808 non-null   object 
 16  tagline               3964 non-null   object 
 17  title                 4808 non-null   object 
 18  vote_average          4808 non-null   float64
 19  vote_count            4808 non-null   int64  
 20  movie_id              4808 non-null   int64  
 21  cast                  4808 non-null   object 
 22  crew                  4808 non-null   object 
dtypes: float64(3), int64(5), object(15)
memory usage: 901.5+ KB


# We will recommnend the movie using 7 columns only
movies_df = movies_df[['movie_id','title','overview','genres','keywords','cast','crew']]


movies_df.head()


movies_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 4808 entries, 0 to 4807
Data columns (total 7 columns):
 #   Column    Non-Null Count  Dtype 
---  ------    --------------  ----- 
 0   movie_id  4808 non-null   int64 
 1   title     4808 non-null   object
 2   overview  4805 non-null   object
 3   genres    4808 non-null   object
 4   keywords  4808 non-null   object
 5   cast      4808 non-null   object
 6   crew      4808 non-null   object
dtypes: int64(1), object(6)
memory usage: 300.5+ KB


movies_df.isnull().sum()

movie_id    0
title       0
overview    3
genres      0
keywords    0
cast        0
crew        0
dtype: int64


movies_df.dropna(inplace = True)


movies_df.duplicated().sum()

0


movies_df.iloc[0].genres

'[{"id": 28, "name": "Action"}, {"id": 12, "name": "Adventure"}, {"id": 14, "name": "Fantasy"}, {"id": 878, "name": "Science Fiction"}]'


import ast


def convert(obj):
    l=[]
    for i in ast.literal_eval(obj):
        l.append(i['name'])
    return l


movies_df['genres'] = movies_df['genres'].apply(convert)
movies_df['keywords'] = movies_df['keywords'].apply(convert)
movies_df


def convert3(obj):
    l=[]
    c=0
    for i in ast.literal_eval(obj):
        if c != 3:
            l.append(i['name'])
            c = c + 1
        else:
            break
        return l


movies_df['cast'] = movies_df['cast'].apply(convert3)


movies_df.head()


movies_df['overview'][0]

'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.'


movies_df['overview'] = movies_df['overview'].apply(lambda x:x.split())


movies_df.head()


movies_df['genres'] = movies_df['genres'].apply(lambda x:[i.replace(" ","") for i in x])
movies_df['keywords'] = movies_df['keywords'].apply(lambda x:[i.replace(" ","") for i in x])
movies_df['cast'] = movies_df['cast'].apply(lambda x:[i.replace(" ","") for i in x]if isinstance(x, list) else x)
movies_df['crew'] = movies_df['crew'].apply(lambda x:[i.replace(" ","") for i in x])


movies_df.head()


movies_df['tags'] = movies_df['overview'] + movies_df['genres'] + movies_df['keywords'] + movies_df['cast'] + movies_df['crew']


movies_df.head()


new = movies_df[['movie_id','title','tags']]


new.head()


new['tags'] = new['tags'].apply(lambda x:' '.join(x)if isinstance(x, list) else x)

/var/folders/p5/gpfvfv3j3nnddqy7mgt75pgw0000gn/T/ipykernel_5836/717941785.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  new['tags'] = new['tags'].apply(lambda x:' '.join(x)if isinstance(x, list) else x)


new.head()


new['tags'][0]

'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization. Action Adventure Fantasy ScienceFiction cultureclash future spacewar spacecolony society spacetravel futuristic romance space alien tribe alienplanet cgi marine soldier battle loveaffair antiwar powerrelations mindandsoul 3d SamWorthington [ { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 2 3 " ,  " d e p a r t m e n t " :  " E d i t i n g " ,  " g e n d e r " :  0 ,  " i d " :  1 7 2 1 ,  " j o b " :  " E d i t o r " ,  " n a m e " :  " S t e p h e n  E .  R i v k i n " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 7 e c c 3 a 3 6 8 1 0 e 3 0 0 1 f 8 7 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  2 ,  " i d " :  4 9 6 ,  " j o b " :  " P r o d u c t i o n  D e s i g n " ,  " n a m e " :  " R i c k  C a r t e r " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 c 8 9 c 3 a 3 6 8 0 f b 4 0 0 1 c f 7 " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  9 0 0 ,  " j o b " :  " S o u n d  D e s i g n e r " ,  " n a m e " :  " C h r i s t o p h e r  B o y e s " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 c b 7 0 e 0 a 2 6 7 4 8 0 0 0 1 b d 0 " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  9 0 0 ,  " j o b " :  " S u p e r v i s i n g  S o u n d  E d i t o r " ,  " n a m e " :  " C h r i s t o p h e r  B o y e s " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 a 4 c c 3 a 3 6 8 1 0 c 9 0 0 2 1 0 1 " ,  " d e p a r t m e n t " :  " P r o d u c t i o n " ,  " g e n d e r " :  1 ,  " i d " :  1 2 6 2 ,  " j o b " :  " C a s t i n g " ,  " n a m e " :  " M a l i  F i n n " } ,  { " c r e d i t _ i d " :  " 5 5 4 4 e e 3 b 9 2 5 1 4 1 4 9 9 f 0 0 0 8 f c " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  2 ,  " i d " :  1 7 2 9 ,  " j o b " :  " O r i g i n a l  M u s i c  C o m p o s e r " ,  " n a m e " :  " J a m e s  H o r n e r " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c 9 c 3 " ,  " d e p a r t m e n t " :  " D i r e c t i n g " ,  " g e n d e r " :  2 ,  " i d " :  2 7 1 0 ,  " j o b " :  " D i r e c t o r " ,  " n a m e " :  " J a m e s  C a m e r o n " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c 9 d 9 " ,  " d e p a r t m e n t " :  " W r i t i n g " ,  " g e n d e r " :  2 ,  " i d " :  2 7 1 0 ,  " j o b " :  " W r i t e r " ,  " n a m e " :  " J a m e s  C a m e r o n " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 1 7 " ,  " d e p a r t m e n t " :  " E d i t i n g " ,  " g e n d e r " :  2 ,  " i d " :  2 7 1 0 ,  " j o b " :  " E d i t o r " ,  " n a m e " :  " J a m e s  C a m e r o n " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 2 9 " ,  " d e p a r t m e n t " :  " P r o d u c t i o n " ,  " g e n d e r " :  2 ,  " i d " :  2 7 1 0 ,  " j o b " :  " P r o d u c e r " ,  " n a m e " :  " J a m e s  C a m e r o n " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 3 f " ,  " d e p a r t m e n t " :  " W r i t i n g " ,  " g e n d e r " :  2 ,  " i d " :  2 7 1 0 ,  " j o b " :  " S c r e e n p l a y " ,  " n a m e " :  " J a m e s  C a m e r o n " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 9 8 7 c 3 a 3 6 8 1 0 b a 0 0 2 1 a 4 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  2 ,  " i d " :  7 2 3 6 ,  " j o b " :  " A r t  D i r e c t i o n " ,  " n a m e " :  " A n d r e w  M e n z i e s " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 8 c 3 c 3 a 3 6 8 6 a e 9 0 0 4 3 8 3 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  6 6 9 0 ,  " j o b " :  " V i s u a l  E f f e c t s  P r o d u c e r " ,  " n a m e " :  " J i l l  B r o o k s " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 4 b " ,  " d e p a r t m e n t " :  " P r o d u c t i o n " ,  " g e n d e r " :  1 ,  " i d " :  6 3 4 7 ,  " j o b " :  " C a s t i n g " ,  " n a m e " :  " M a r g e r y  S i m k i n " } ,  { " c r e d i t _ i d " :  " 5 7 0 b 6 f 4 1 9 2 5 1 4 1 7 d a 7 0 0 3 2 f e " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  2 ,  " i d " :  6 8 7 8 ,  " j o b " :  " S u p e r v i s i n g  A r t  D i r e c t o r " ,  " n a m e " :  " K e v i n  I s h i o k a " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 a 0 f a c 3 a 3 6 8 6 a e 9 0 0 4 4 6 8 " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  6 8 8 3 ,  " j o b " :  " M u s i c  E d i t o r " ,  " n a m e " :  " D i c k  B e r n s t e i n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 7 0 6 c 3 a 3 6 8 6 a f 3 0 0 3 e 8 1 " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  8 1 5 9 ,  " j o b " :  " S o u n d  E f f e c t s  E d i t o r " ,  " n a m e " :  " S h a n n o n  M i l l s " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 d 5 8 c 3 a 3 6 8 0 f b 1 0 0 1 c c b " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  8 1 6 0 ,  " j o b " :  " F o l e y " ,  " n a m e " :  " D e n n i e  T h o r p e " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 d 6 c c 3 a 3 6 8 0 f a 5 0 0 1 b 2 c " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  8 1 6 3 ,  " j o b " :  " F o l e y " ,  " n a m e " :  " J a n a  V a n c e " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 5 7 " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  1 ,  " i d " :  8 5 2 7 ,  " j o b " :  " C o s t u m e  D e s i g n " ,  " n a m e " :  " D e b o r a h  L y n n  S c o t t " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 2 f " ,  " d e p a r t m e n t " :  " P r o d u c t i o n " ,  " g e n d e r " :  2 ,  " i d " :  8 5 2 9 ,  " j o b " :  " P r o d u c e r " ,  " n a m e " :  " J o n  L a n d a u " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 9 3 7 c 3 a 3 6 8 1 0 b a 0 0 2 1 9 4 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  9 6 1 8 ,  " j o b " :  " A r t  D i r e c t i o n " ,  " n a m e " :  " S e a n  H a w o r t h " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 9 b 6 c 3 a 3 6 8 1 0 c 1 0 0 2 0 e 6 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  1 ,  " i d " :  1 2 6 5 3 ,  " j o b " :  " S e t  D e c o r a t i o n " ,  " n a m e " :  " K i m  S i n c l a i r " } ,  { " c r e d i t _ i d " :  " 5 7 0 b 6 f 2 f 9 2 5 1 4 1 3 a 0 e 0 0 0 2 0 d " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  1 ,  " i d " :  1 2 6 5 3 ,  " j o b " :  " S u p e r v i s i n g  A r t  D i r e c t o r " ,  " n a m e " :  " K i m  S i n c l a i r " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 a 6 c 0 e 0 a 2 6 7 4 8 c 0 0 1 b 1 9 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  2 ,  " i d " :  1 4 3 5 0 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " R i c h a r d  F .  M a y s " } ,  { " c r e d i t _ i d " :  " 5 6 9 2 8 c f 4 c 3 a 3 6 8 4 c f f 0 0 2 5 c 4 " ,  " d e p a r t m e n t " :  " P r o d u c t i o n " ,  " g e n d e r " :  1 ,  " i d " :  2 0 2 9 4 ,  " j o b " :  " E x e c u t i v e  P r o d u c e r " ,  " n a m e " :  " L a e t a  K a l o g r i d i s " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 5 1 " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  1 7 6 7 5 ,  " j o b " :  " C o s t u m e  D e s i g n " ,  " n a m e " :  " M a y e s  C .  R u b e o " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 1 1 " ,  " d e p a r t m e n t " :  " C a m e r a " ,  " g e n d e r " :  2 ,  " i d " :  1 8 2 6 5 ,  " j o b " :  " D i r e c t o r  o f  P h o t o g r a p h y " ,  " n a m e " :  " M a u r o  F i o r e " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 9 4 d 0 e 0 a 2 6 7 4 8 f 0 0 1 b 3 9 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  4 2 2 8 1 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " S c o t t  H e r b e r t s o n " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 0 5 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  4 2 2 8 8 ,  " j o b " :  " S t u n t s " ,  " n a m e " :  " W o o d y  S c h u l t z " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 a e f b 9 2 5 1 4 1 5 2 d e 0 0 1 0 f 5 " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  2 9 0 6 7 ,  " j o b " :  " M a k e u p  A r t i s t " ,  " n a m e " :  " L i n d a  D e V e t t a " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 a f a 4 9 2 5 1 4 1 5 2 d e 0 0 1 1 2 c " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  2 9 0 6 7 ,  " j o b " :  " H a i r s t y l i s t " ,  " n a m e " :  " L i n d a  D e V e t t a " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 e d 5 9 2 5 1 4 1 3 0 f c 0 0 2 e 5 d " ,  " d e p a r t m e n t " :  " C a m e r a " ,  " g e n d e r " :  2 ,  " i d " :  3 3 3 0 2 ,  " j o b " :  " C a m e r a  O p e r a t o r " ,  " n a m e " :  " R i c h a r d  B l u c k " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 8 9 1 c 3 a 3 6 8 1 0 b a 0 0 2 1 4 7 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  2 ,  " i d " :  3 3 3 0 3 ,  " j o b " :  " A r t  D i r e c t i o n " ,  " n a m e " :  " S i m o n  B r i g h t " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 c 0 6 9 2 5 1 4 1 7 a 8 1 0 0 1 f 3 a " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 1 3 1 4 5 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " R i c h a r d  M a r t i n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 a 0 d c 3 a 3 6 8 0 f f 5 0 0 2 c 8 d " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  2 ,  " i d " :  5 8 1 8 8 ,  " j o b " :  " V i s u a l  E f f e c t s  E d i t o r " ,  " n a m e " :  " S t e v e  R .  M o o r e " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 1 d " ,  " d e p a r t m e n t " :  " E d i t i n g " ,  " g e n d e r " :  2 ,  " i d " :  5 8 8 7 1 ,  " j o b " :  " E d i t o r " ,  " n a m e " :  " J o h n  R e f o u a " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 a 4 d c 3 a 3 6 8 0 f c 3 0 0 1 8 c a " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  9 2 3 5 9 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " K a r l  J .  M a r t i n " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 3 5 " ,  " d e p a r t m e n t " :  " C a m e r a " ,  " g e n d e r " :  1 ,  " i d " :  7 2 2 0 1 ,  " j o b " :  " D i r e c t o r  o f  P h o t o g r a p h y " ,  " n a m e " :  " C h i l i n g  L i n " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c 9 f f " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  8 9 7 1 4 ,  " j o b " :  " S t u n t s " ,  " n a m e " :  " I l r a m  C h o i " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 c 5 2 9 2 5 1 4 1 6 e 2 b 0 0 4 3 9 4 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  2 ,  " i d " :  9 3 2 1 4 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " S t e v e n  Q u a l e " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 e d f 0 e 0 a 2 6 7 4 8 9 0 0 1 c 3 7 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  1 ,  " i d " :  1 2 2 6 0 7 ,  " j o b " :  " D i a l e c t  C o a c h " ,  " n a m e " :  " C a r l a  M e y e r " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 8 5 b c 3 a 3 6 8 6 5 3 d 0 0 1 a 3 a " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  2 ,  " i d " :  1 3 2 5 8 5 ,  " j o b " :  " A r t  D i r e c t i o n " ,  " n a m e " :  " N i c k  B a s s e t t " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 9 0 3 c 3 a 3 6 8 6 5 3 d 0 0 1 a 7 4 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 2 5 9 6 ,  " j o b " :  " A r t  D i r e c t i o n " ,  " n a m e " :  " J i l l  C o r m a c k " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 9 6 7 c 3 a 3 6 8 6 5 3 d 0 0 1 a 9 4 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 2 6 0 4 ,  " j o b " :  " A r t  D i r e c t i o n " ,  " n a m e " :  " A n d y  M c L a r e n " } ,  { " c r e d i t _ i d " :  " 5 2 f e 4 8 0 0 9 2 5 1 4 1 6 c 7 5 0 a c a 4 5 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  2 3 6 6 9 6 ,  " j o b " :  " M o t i o n  C a p t u r e  A r t i s t " ,  " n a m e " :  " T e r r y  N o t a r y " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 e 0 2 c 3 a 3 6 8 0 f c 6 0 0 2 7 d 2 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  2 ,  " i d " :  9 5 6 1 9 8 ,  " j o b " :  " S t u n t  C o o r d i n a t o r " ,  " n a m e " :  " G a r r e t t  W a r r e n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 c a 3 c 3 a 3 6 8 6 a e 3 0 0 4 3 8 c " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  2 ,  " i d " :  9 5 7 8 7 4 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " J o n a t h a n  R o t h b a r t " } ,  { " c r e d i t _ i d " :  " 5 7 0 b 6 f 5 1 9 2 5 1 4 1 2 c 7 4 0 0 1 b 2 f " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  9 5 7 8 8 9 ,  " j o b " :  " S u p e r v i s i n g  A r t  D i r e c t o r " ,  " n a m e " :  " S t e f a n  D e c h a n t " } ,  { " c r e d i t _ i d " :  " 5 7 0 b 6 f 6 2 c 3 a 3 6 8 0 b 7 7 0 0 7 4 6 0 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  2 ,  " i d " :  9 5 9 5 5 5 ,  " j o b " :  " S u p e r v i s i n g  A r t  D i r e c t o r " ,  " n a m e " :  " T o d d  C h e r n i a w s k y " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 a 3 a c 3 a 3 6 8 1 0 d a 0 0 2 1 c c " ,  " d e p a r t m e n t " :  " P r o d u c t i o n " ,  " g e n d e r " :  0 ,  " i d " :  1 0 1 6 1 7 7 ,  " j o b " :  " C a s t i n g " ,  " n a m e " :  " M i r a n d a  R i v e r s " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 8 2 c c 3 a 3 6 8 1 0 c 1 0 0 2 0 6 2 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 0 3 2 5 3 6 ,  " j o b " :  " P r o d u c t i o n  D e s i g n " ,  " n a m e " :  " R o b e r t  S t r o m b e r g " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 b 6 5 c 3 a 3 6 8 1 0 c 9 0 0 2 1 2 5 " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  2 ,  " i d " :  1 0 7 1 6 8 0 ,  " j o b " :  " C o s t u m e  D e s i g n " ,  " n a m e " :  " J o h n  H a r d i n g " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 e 6 6 9 2 5 1 4 1 3 0 f c 0 0 2 e 4 e " ,  " d e p a r t m e n t " :  " C a m e r a " ,  " g e n d e r " :  0 ,  " i d " :  1 1 7 7 3 6 4 ,  " j o b " :  " S t e a d i c a m  O p e r a t o r " ,  " n a m e " :  " R o b e r t o  D e  A n g e l i s " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 9 f 1 c 3 a 3 6 8 6 5 3 d 0 0 1 a a c " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  2 ,  " i d " :  1 2 0 2 8 5 0 ,  " j o b " :  " M a k e u p  D e p a r t m e n t  H e a d " ,  " n a m e " :  " M i k e  S m i t h s o n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 9 9 e c 3 a 3 6 8 6 a e 1 0 0 4 6 0 c " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 2 0 4 6 6 8 ,  " j o b " :  " V i s u a l  E f f e c t s  P r o d u c e r " ,  " n a m e " :  " A l a i n  L a l a n n e " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 c d f c 3 a 3 6 8 1 1 5 3 0 0 2 7 2 9 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 2 0 6 4 1 0 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " L u c a s  S a l t o n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 6 2 3 9 2 5 1 4 1 7 a 8 1 0 0 1 e a e " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 2 3 4 2 6 6 ,  " j o b " :  " P o s t  P r o d u c t i o n  S u p e r v i s o r " ,  " n a m e " :  " J a n a c e  T a s h j i a n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 c 8 5 9 2 5 1 4 1 6 e 1 e 0 0 3 e f e " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 2 7 1 9 3 2 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " S t e p h e n  R o s e n b a u m " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 a f 2 8 c 3 a 3 6 8 7 7 5 a 0 0 1 0 5 f " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  1 3 1 0 0 6 4 ,  " j o b " :  " M a k e u p  A r t i s t " ,  " n a m e " :  " F r a n k i e  K a r e n a " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 a d f c 3 a 3 6 8 1 0 e 3 0 0 2 0 3 b " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  1 ,  " i d " :  1 3 1 9 8 4 4 ,  " j o b " :  " C o s t u m e  S u p e r v i s o r " ,  " n a m e " :  " L i s a  L o v a a s " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 b 5 7 9 2 5 1 4 1 6 e 2 b 0 0 4 3 7 1 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 3 2 7 0 2 8 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " J o n a t h a n  F a w k n e r " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 8 a 7 c 3 a 3 6 8 1 0 b 5 0 0 1 f a 7 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 3 0 5 6 1 ,  " j o b " :  " A r t  D i r e c t i o n " ,  " n a m e " :  " R o b e r t  B a v i n " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 a 7 1 c 3 a 3 6 8 1 0 d a 0 0 2 1 e 0 " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  1 3 3 0 5 6 7 ,  " j o b " :  " C o s t u m e  S u p e r v i s o r " ,  " n a m e " :  " A n t h o n y  A l m a r a z " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 a 8 a c 3 a 3 6 8 1 0 b a 0 0 2 1 e 4 " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  1 3 3 0 5 7 0 ,  " j o b " :  " C o s t u m e  S u p e r v i s o r " ,  " n a m e " :  " C a r o l y n  M .  F e n t o n " } ,  { " c r e d i t _ i d " :  " 5 3 9 c 4 a b 6 c 3 a 3 6 8 1 0 d a 0 0 2 1 f 0 " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  1 3 3 0 5 7 4 ,  " j o b " :  " C o s t u m e  S u p e r v i s o r " ,  " n a m e " :  " B e t h  K o e n i g s b e r g " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 a b 7 0 e 0 a 2 6 7 4 8 0 0 0 1 b a 2 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 3 6 1 9 1 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " S a m  P a g e " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 9 d 9 c 3 a 3 6 8 0 f c 3 0 0 1 8 b d " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 3 9 4 4 1 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " T e x  K a d o n a g a " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 c f 5 0 e 0 a 2 6 7 4 8 3 0 0 1 b 0 c " ,  " d e p a r t m e n t " :  " E d i t i n g " ,  " g e n d e r " :  0 ,  " i d " :  1 3 5 2 4 2 2 ,  " j o b " :  " D i a l o g u e  E d i t o r " ,  " n a m e " :  " K i m  F o s c a t o " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 9 f 4 0 e 0 a 2 6 7 4 8 c 0 0 1 b 0 9 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 5 2 9 6 2 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " T a m m y  S .  L e e " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 a 1 1 5 c 3 a 3 6 8 0 f f 5 0 0 2 d 7 1 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 3 5 7 0 7 0 ,  " j o b " :  " T r a n s p o r t a t i o n  C o o r d i n a t o r " ,  " n a m e " :  " D e n n y  C a i r a " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 a 1 2 f 9 2 5 1 4 1 3 0 f c 0 0 2 e 9 4 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 3 5 7 0 7 1 ,  " j o b " :  " T r a n s p o r t a t i o n  C o o r d i n a t o r " ,  " n a m e " :  " J a m e s  W a i t k u s " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 7 6 f c 3 a 3 6 8 1 1 5 3 0 0 2 6 b 0 " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  1 3 6 0 1 0 3 ,  " j o b " :  " S u p e r v i s i n g  S o u n d  E d i t o r " ,  " n a m e " :  " A d d i s o n  T e a g u e " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 8 3 7 c 3 a 3 6 8 0 f b 1 0 0 1 c 5 a " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  2 ,  " i d " :  1 3 7 6 8 8 7 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " C .  S c o t t  B a k e r " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 8 7 8 c 3 a 3 6 8 0 f b 4 0 0 1 c 9 d " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 8 8 8 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " L u k e  C a s k a " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 8 d a c 3 a 3 6 8 0 f a 5 0 0 1 a e 0 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 8 8 9 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " D a v i d  C h o w " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 9 1 1 0 e 0 a 2 6 7 4 8 6 0 0 1 b 6 8 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 8 9 0 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " J o n a t h a n  D y e r " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 9 6 7 c 3 a 3 6 8 0 f a a 0 0 1 b 5 e " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 8 9 1 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " J o s e p h  H i u r a " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 9 9 7 c 3 a 3 6 8 0 f b 1 0 0 1 c 8 a " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 8 9 2 ,  " j o b " :  " A r t  D e p a r t m e n t  C o o r d i n a t o r " ,  " n a m e " :  " R e b e c c a  J e l l i e " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 9 b a 0 e 0 a 2 6 7 4 8 f 0 0 1 b 4 2 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 8 9 3 ,  " j o b " :  " S e t  D e s i g n e r " ,  " n a m e " :  " R o b e r t  A n d r e w  J o h n s o n " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 b 1 d c 3 a 3 6 8 0 f a a 0 0 1 b 8 c " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 8 9 5 ,  " j o b " :  " A s s i s t a n t  A r t  D i r e c t o r " ,  " n a m e " :  " M i k e  S t a s s i " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 b 7 9 c 3 a 3 6 8 0 f b b 0 0 1 8 2 6 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 8 9 7 ,  " j o b " :  " C o n s t r u c t i o n  C o o r d i n a t o r " ,  " n a m e " :  " J o h n  V i l l a r i n o " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 b a e c 3 a 3 6 8 0 f b 4 0 0 1 c e 6 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  2 ,  " i d " :  1 3 7 6 8 9 8 ,  " j o b " :  " A s s i s t a n t  A r t  D i r e c t o r " ,  " n a m e " :  " J e f f r e y  W i s n i e w s k i " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 d 2 f c 3 a 3 6 8 0 f b 4 0 0 1 d 0 7 " ,  " d e p a r t m e n t " :  " E d i t i n g " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 8 9 9 ,  " j o b " :  " D i a l o g u e  E d i t o r " ,  " n a m e " :  " C h e r y l  N a r d i " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 d 8 6 c 3 a 3 6 8 0 f a 5 0 0 1 b 2 f " ,  " d e p a r t m e n t " :  " E d i t i n g " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 9 0 1 ,  " j o b " :  " D i a l o g u e  E d i t o r " ,  " n a m e " :  " M a r s h a l l  W i n n " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 d 9 d c 3 a 3 6 8 0 f a a 0 0 1 b b 0 " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 9 0 2 ,  " j o b " :  " S u p e r v i s i n g  S o u n d  E d i t o r " ,  " n a m e " :  " G w e n d o l y n  Y a t e s  W h i t t l e " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 d c 1 0 e 0 a 2 6 7 4 8 6 0 0 1 b c e " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 9 0 3 ,  " j o b " :  " S o u n d  R e - R e c o r d i n g  M i x e r " ,  " n a m e " :  " W i l l i a m  S t e i n " } ,  { " c r e d i t _ i d " :  " 5 4 4 9 1 f 5 0 0 e 0 a 2 6 7 4 7 c 0 0 1 c 0 7 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 3 7 6 9 0 9 ,  " j o b " :  " C h o r e o g r a p h e r " ,  " n a m e " :  " L u l a  W a s h i n g t o n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 9 2 3 9 2 5 1 4 1 2 c 4 e 0 0 2 a 2 e " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 3 9 1 6 9 2 ,  " j o b " :  " V i s u a l  E f f e c t s  P r o d u c e r " ,  " n a m e " :  " C h r i s  D e l  C o n t e " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 d 5 4 c 3 a 3 6 8 3 1 b 8 0 0 1 d 9 a " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  2 ,  " i d " :  1 3 9 1 6 9 5 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " R .  C h r i s t o p h e r  W h i t e " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 b d f 9 2 5 1 4 1 2 c 4 e 0 0 2 a 6 6 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 3 9 4 0 7 0 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " D a n  L e m m o n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 7 1 d 9 2 5 1 4 1 3 2 e d 0 0 2 9 2 2 " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  1 3 9 4 1 2 9 ,  " j o b " :  " S o u n d  E f f e c t s  E d i t o r " ,  " n a m e " :  " T i m  N i e l s e n " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 2 5 7 9 2 5 1 4 1 5 2 c c 0 0 1 1 a a " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 3 9 4 2 8 6 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " M i c h a e l  M u l h o l l a n d " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 a 3 2 9 2 5 1 4 1 6 e 2 b 0 0 4 3 5 5 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 3 9 4 7 5 0 ,  " j o b " :  " V i s u a l  E f f e c t s  E d i t o r " ,  " n a m e " :  " T h o m a s  N i t t m a n n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 d 6 d c 3 a 3 6 8 6 a e 9 0 0 4 4 0 1 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 3 9 4 7 5 5 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " E d s o n  W i l l i a m s " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 a 0 8 f c 3 a 3 6 8 6 a e 3 0 0 4 4 1 c " ,  " d e p a r t m e n t " :  " E d i t i n g " ,  " g e n d e r " :  0 ,  " i d " :  1 3 9 4 9 5 3 ,  " j o b " :  " D i g i t a l  I n t e r m e d i a t e " ,  " n a m e " :  " C h r i s t i n e  C a r r " } ,  { " c r e d i t _ i d " :  " 5 5 4 0 2 d 6 5 9 2 5 1 4 1 3 d 6 d 0 0 0 2 4 9 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 3 9 5 2 6 9 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " J o h n  B r u n o " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 e 7 b 9 2 5 1 4 1 6 e 1 e 0 0 3 f 3 e " ,  " d e p a r t m e n t " :  " C a m e r a " ,  " g e n d e r " :  0 ,  " i d " :  1 3 9 8 9 7 0 ,  " j o b " :  " S t e a d i c a m  O p e r a t o r " ,  " n a m e " :  " D a v i d  E m m e r i c h s " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 7 3 4 c 3 a 3 6 8 6 a e 1 0 0 4 5 e 0 " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 0 9 0 6 ,  " j o b " :  " S o u n d  E f f e c t s  E d i t o r " ,  " n a m e " :  " C h r i s t o p h e r  S c a r a b o s i o " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 5 d d 9 2 5 1 4 1 3 0 f c 0 0 2 d 7 9 " ,  " d e p a r t m e n t " :  " P r o d u c t i o n " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 8 4 ,  " j o b " :  " P r o d u c t i o n  S u p e r v i s o r " ,  " n a m e " :  " J e n n i f e r  T e v e s " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 6 0 0 9 2 5 1 4 1 3 a f 7 0 0 2 8 c c " ,  " d e p a r t m e n t " :  " P r o d u c t i o n " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 8 5 ,  " j o b " :  " P r o d u c t i o n  M a n a g e r " ,  " n a m e " :  " B r i g i t t e  Y o r k e " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 6 e 8 9 2 5 1 4 1 3 0 f c 0 0 2 d 9 9 " ,  " d e p a r t m e n t " :  " S o u n d " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 8 6 ,  " j o b " :  " S o u n d  E f f e c t s  E d i t o r " ,  " n a m e " :  " K e n  F i s c h e r " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 8 2 2 9 2 5 1 4 1 2 c 4 e 0 0 2 a 1 c " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 8 7 ,  " j o b " :  " S p e c i a l  E f f e c t s  C o o r d i n a t o r " ,  " n a m e " :  " I a i n  H u t t o n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 8 3 4 9 2 5 1 4 1 6 e 2 b 0 0 4 3 2 b " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 8 8 ,  " j o b " :  " S p e c i a l  E f f e c t s  C o o r d i n a t o r " ,  " n a m e " :  " S t e v e  I n g r a m " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 9 0 5 c 3 a 3 6 8 6 a e 3 0 0 4 3 2 4 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 8 9 ,  " j o b " :  " V i s u a l  E f f e c t s  P r o d u c e r " ,  " n a m e " :  " J o y c e  C o x " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 9 4 b 9 2 5 1 4 1 3 2 e d 0 0 2 9 5 1 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 9 0 ,  " j o b " :  " V i s u a l  E f f e c t s  P r o d u c e r " ,  " n a m e " :  " J e n n y  F o s t e r " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 9 c b c 3 a 3 6 8 6 a e 1 0 0 4 6 1 3 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 9 1 ,  " j o b " :  " V i s u a l  E f f e c t s  E d i t o r " ,  " n a m e " :  " C h r i s t o p h e r  M a r i n o " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 9 f 2 c 3 a 3 6 8 6 a e 1 0 0 4 6 1 e " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 9 2 ,  " j o b " :  " V i s u a l  E f f e c t s  E d i t o r " ,  " n a m e " :  " J i m  M i l t o n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 a 5 1 c 3 a 3 6 8 6 a f 3 0 0 3 e b 5 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 9 3 ,  " j o b " :  " V i s u a l  E f f e c t s  P r o d u c e r " ,  " n a m e " :  " C y n d i  O c h s " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 a 7 c c 3 a 3 6 8 1 1 5 3 0 0 2 6 f 4 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 9 4 ,  " j o b " :  " V i s u a l  E f f e c t s  E d i t o r " ,  " n a m e " :  " L u c a s  P u t n a m " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 b 9 1 c 3 a 3 6 8 0 f f 5 0 0 2 c b 4 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 9 5 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " A n t h o n y  \' M a x \'  I v i n s " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 b b 6 9 2 5 1 4 1 2 c 4 e 0 0 2 a 5 f " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 7 9 6 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " J o h n  K n o l l " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 c b b c 3 a 3 6 8 6 a e 3 0 0 4 3 9 1 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  2 ,  " i d " :  1 4 0 1 7 9 9 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " E r i c  S a i n d o n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 d 0 6 c 3 a 3 6 8 6 a e 9 0 0 4 3 f 6 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 0 0 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " W a y n e  S t a b l e s " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 d 2 5 9 2 5 1 4 1 6 e 1 e 0 0 3 f 1 1 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 0 1 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " D a v i d  S t i n n e t t " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 d b 4 9 2 5 1 4 1 3 a f 7 0 0 2 9 7 5 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 0 3 ,  " j o b " :  " V i s u a l  E f f e c t s  S u p e r v i s o r " ,  " n a m e " :  " G u y  W i l l i a m s " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 d e 4 c 3 a 3 6 8 1 1 5 3 0 0 2 7 5 0 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 0 4 ,  " j o b " :  " S t u n t  C o o r d i n a t o r " ,  " n a m e " :  " S t u a r t  T h o r p " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 e f 2 c 3 a 3 6 8 0 f c 6 0 0 2 7 f 2 " ,  " d e p a r t m e n t " :  " L i g h t i n g " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 0 5 ,  " j o b " :  " B e s t  B o y  E l e c t r i c " ,  " n a m e " :  " G i l e s  C o b u r n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 f 0 7 c 3 a 3 6 8 0 f c 6 0 0 2 7 f 9 " ,  " d e p a r t m e n t " :  " C a m e r a " ,  " g e n d e r " :  2 ,  " i d " :  1 4 0 1 8 0 6 ,  " j o b " :  " S t i l l  P h o t o g r a p h e r " ,  " n a m e " :  " M a r k  F e l l m a n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 f 4 7 c 3 a 3 6 8 1 1 5 3 0 0 2 7 7 4 " ,  " d e p a r t m e n t " :  " L i g h t i n g " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 0 7 ,  " j o b " :  " L i g h t i n g  T e c h n i c i a n " ,  " n a m e " :  " S c o t t  S p r a g u e " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 f 8 c c 3 a 3 6 8 3 1 b 8 0 0 1 d f 2 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 0 8 ,  " j o b " :  " A n i m a t i o n  D i r e c t o r " ,  " n a m e " :  " J e r e m y  H o l l o b o n " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 f a 0 c 3 a 3 6 8 3 1 b 8 0 0 1 d f b " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 0 9 ,  " j o b " :  " A n i m a t i o n  D i r e c t o r " ,  " n a m e " :  " O r l a n d o  M e u n i e r " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 f b 6 c 3 a 3 6 8 6 a f 3 0 0 3 f 5 4 " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 1 0 ,  " j o b " :  " A n i m a t i o n  D i r e c t o r " ,  " n a m e " :  " T a i s u k e  T a n i m u r a " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 f d 2 c 3 a 3 6 8 3 1 b 8 0 0 1 e 0 2 " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 1 2 ,  " j o b " :  " S e t  C o s t u m e r " ,  " n a m e " :  " L i l i a  M i s h e l  A c e v e d o " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 9 f f 9 c 3 a 3 6 8 6 a e 3 0 0 4 4 0 c " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 1 4 ,  " j o b " :  " S e t  C o s t u m e r " ,  " n a m e " :  " A l e j a n d r o  M .  H e r n a n d e z " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 a 0 d d c 3 a 3 6 8 6 a e 1 0 0 4 6 f e " ,  " d e p a r t m e n t " :  " E d i t i n g " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 1 5 ,  " j o b " :  " D i g i t a l  I n t e r m e d i a t e " ,  " n a m e " :  " M a r v i n  H a l l " } ,  { " c r e d i t _ i d " :  " 5 4 9 5 a 1 f 7 c 3 a 3 6 8 6 a e 3 0 0 4 4 4 3 " ,  " d e p a r t m e n t " :  " P r o d u c t i o n " ,  " g e n d e r " :  0 ,  " i d " :  1 4 0 1 8 1 6 ,  " j o b " :  " P u b l i c i s t " ,  " n a m e " :  " J u d y  A l l e y " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 2 9 f c 3 a 3 6 8 6 9 d 1 0 0 0 0 2 f " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 1 8 3 8 1 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " M i k e  P e r r y " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 2 3 a 9 2 5 1 4 1 5 d f 8 0 0 1 0 8 1 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 2 6 8 5 4 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " A n d r e w  M o r l e y " } ,  { " c r e d i t _ i d " :  " 5 5 4 9 1 e 1 1 9 2 5 1 4 1 0 4 c 4 0 0 0 2 d 8 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 4 3 8 9 0 1 ,  " j o b " :  " C o n c e p t u a l  D e s i g n " ,  " n a m e " :  " S e t h  E n g s t r o m " } ,  { " c r e d i t _ i d " :  " 5 5 2 5 d 5 8 0 9 2 5 1 4 1 7 2 7 6 0 0 2 b 0 6 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 4 7 3 6 2 ,  " j o b " :  " V i s u a l  E f f e c t s  A r t  D i r e c t o r " ,  " n a m e " :  " E r i c  O l i v e r " } ,  { " c r e d i t _ i d " :  " 5 5 4 4 2 7 c a 9 2 5 1 4 1 5 8 6 5 0 0 3 1 2 a " ,  " d e p a r t m e n t " :  " V i s u a l  E f f e c t s " ,  " g e n d e r " :  0 ,  " i d " :  1 4 4 7 5 0 3 ,  " j o b " :  " M o d e l i n g " ,  " n a m e " :  " M a t s u n e  S u z u k i " } ,  { " c r e d i t _ i d " :  " 5 5 1 9 0 6 8 8 9 2 5 1 4 1 5 a a b 0 0 1 c 8 8 " ,  " d e p a r t m e n t " :  " A r t " ,  " g e n d e r " :  0 ,  " i d " :  1 4 4 7 5 2 4 ,  " j o b " :  " A r t  D e p a r t m e n t  M a n a g e r " ,  " n a m e " :  " P a u l  T o b i n " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 a f 8 4 9 2 5 1 4 1 5 2 c c 0 0 1 0 d e " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  1 4 5 2 6 4 3 ,  " j o b " :  " H a i r s t y l i s t " ,  " n a m e " :  " R o x a n e  G r i f f i n " } ,  { " c r e d i t _ i d " :  " 5 5 3 d 3 c 1 0 9 2 5 1 4 1 5 8 5 2 0 0 1 3 1 8 " ,  " d e p a r t m e n t " :  " L i g h t i n g " ,  " g e n d e r " :  0 ,  " i d " :  1 4 5 3 9 3 8 ,  " j o b " :  " L i g h t i n g  A r t i s t " ,  " n a m e " :  " A r u n  R a m - M o h a n " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 a f 4 6 9 2 5 1 4 1 5 2 d 5 0 0 1 3 5 5 " ,  " d e p a r t m e n t " :  " C o s t u m e  &  M a k e - U p " ,  " g e n d e r " :  0 ,  " i d " :  1 4 5 7 3 0 5 ,  " j o b " :  " M a k e u p  A r t i s t " ,  " n a m e " :  " G e o r g i a  L o c k h a r t - A d a m s " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 2 e a c 3 a 3 6 8 7 7 4 7 0 0 1 2 a 5 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 6 6 0 3 5 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " T h r a i n  S h a d b o l t " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 0 3 2 c 3 a 3 6 8 7 7 4 5 0 0 1 5 f 1 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 2 0 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " B r a d  A l e x a n d e r " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 0 5 5 9 2 5 1 4 1 5 2 d 8 0 0 1 2 f 6 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 2 1 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " S h a d i  A l m a s s i z a d e h " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 0 9 0 c 3 a 3 6 8 7 7 5 7 0 0 1 0 b 5 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 2 2 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " S i m o n  C l u t t e r b u c k " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 0 d b c 3 a 3 6 8 7 7 4 b 0 0 1 1 2 c " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 2 3 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " G r a e m e  D e m m o c k s " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 0 f e 9 2 5 1 4 1 5 2 d b 0 0 1 0 c 1 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 2 4 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " A d r i a n  F e r n a n d e s " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 1 1 f 9 2 5 1 4 1 5 d f 8 0 0 1 0 5 9 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 2 5 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " M i t c h  G a t e s " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 1 5 d c 3 a 3 6 8 7 7 4 5 0 0 1 6 4 5 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 2 6 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " J e r r y  K u n g " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 1 8 e 9 2 5 1 4 1 6 4 5 a 0 0 0 4 a e " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 2 7 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " A n d y  L o m a s " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 1 b f c 3 a 3 6 8 7 7 5 d 0 0 1 0 e 7 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 2 8 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " S e b a s t i a n  M a r i n o " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 2 0 4 9 2 5 1 4 1 5 d f 8 0 0 1 0 7 8 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 2 9 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " M a t t h i a s  M e n z " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 2 7 b 9 2 5 1 4 1 5 2 d 8 0 0 1 3 6 a " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 3 0 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " S e r g e i  N e v s h u p o v " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 2 c 3 c 3 a 3 6 8 6 9 e 8 0 0 0 0 3 c " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 3 1 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " P h i l i p p e  R e b o u r s " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 3 1 7 c 3 a 3 6 8 7 7 4 7 0 0 1 2 a f " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 3 2 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " M i c h a e l  T a k a r a n g i " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 3 4 5 c 3 a 3 6 8 7 7 4 7 0 0 1 2 b b " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 3 3 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " D a v i d  W e i t z b e r g " } ,  { " c r e d i t _ i d " :  " 5 5 9 2 b 3 7 c c 3 a 3 6 8 7 7 5 1 0 0 1 1 3 b " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  0 ,  " i d " :  1 4 8 3 2 3 4 ,  " j o b " :  " C G  S u p e r v i s o r " ,  " n a m e " :  " B e n  W h i t e " } ,  { " c r e d i t _ i d " :  " 5 7 3 c 8 e 2 f 9 2 5 1 4 1 3 f 5 d 0 0 0 0 9 4 " ,  " d e p a r t m e n t " :  " C r e w " ,  " g e n d e r " :  1 ,  " i d " :  1 6 2 1 9 3 2 ,  " j o b " :  " S t u n t s " ,  " n a m e " :  " M i n  W i n d l e " } ]'


new['tags'] = new['tags'].apply(lambda x:x.lower()if isinstance(x, list) else x)

/var/folders/p5/gpfvfv3j3nnddqy7mgt75pgw0000gn/T/ipykernel_5836/2779178784.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  new['tags'] = new['tags'].apply(lambda x:x.lower()if isinstance(x, list) else x)


new.head()


from sklearn.feature_extraction.text import CountVectorizer
new['tags'] = new['tags'].fillna('')
cv  = CountVectorizer(max_features=5000, stop_words='english')

/var/folders/p5/gpfvfv3j3nnddqy7mgt75pgw0000gn/T/ipykernel_5836/3556731680.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  new['tags'] = new['tags'].fillna('')


cv.fit_transform(new['tags']).toarray().shape
#print(transformed.shape)

(4805, 5000)


vectors = cv.fit_transform(new['tags']).toarray()


vectors[0]

array([0, 0, 0, ..., 0, 0, 0])


import nltk


from nltk.stem.porter import PorterStemmer
ps = PorterStemmer()


def stem(text):
    y=[]
    for i in text.split():
        y.append(ps.stem(i))
    return " ".join(y)


new['tags'] = new['tags'].apply(stem)

/var/folders/p5/gpfvfv3j3nnddqy7mgt75pgw0000gn/T/ipykernel_5836/1164172309.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  new['tags'] = new['tags'].apply(stem)


from sklearn.metrics.pairwise import cosine_similarity


cosine_similarity(vectors)

array([[1.        , 0.09416472, 0.06172134, ..., 0.02465568, 0.02672612,
        0.        ],
       [0.09416472, 1.        , 0.06780635, ..., 0.02708645, 0.        ,
        0.        ],
       [0.06172134, 0.06780635, 1.        , ..., 0.02663118, 0.        ,
        0.        ],
       ...,
       [0.02465568, 0.02708645, 0.02663118, ..., 1.        , 0.06918984,
        0.04671418],
       [0.02672612, 0.        , 0.        , ..., 0.06918984, 1.        ,
        0.05063697],
       [0.        , 0.        , 0.        , ..., 0.04671418, 0.05063697,
        1.        ]])


cosine_similarity(vectors).shape

(4805, 4805)


similarity = cosine_similarity(vectors)


similarity[0]

array([1.        , 0.09416472, 0.06172134, ..., 0.02465568, 0.02672612,
       0.        ])


similarity[0].shape

(4805,)


sorted(list(enumerate(similarity[0])), reverse = True, key = lambda x:x[1])[1:6]

[(539, 0.26892643710023856),
 (1194, 0.264575131106459),
 (507, 0.2553999031169147),
 (1216, 0.2480694691784169),
 (260, 0.24688535993934702)]


def recommend(movie):
    movie_index = new[new['title'] == movie].index[0]
    distances = similarity[movie_index]
    movies_list = sorted(list(enumerate(distances)), reverse = True, key = lambda x:x[1])[1:6]
    
    for i in movies_list:
        print(new.iloc[i[0]].title)


recommend('Avatar')

Titan A.E.
Small Soldiers
Independence Day
Aliens vs Predator: Requiem
Ender's Game


recommend('Iron Man')

Iron Man 2
Iron Man 3
Avengers: Age of Ultron
The Avengers
Ant-Man


recommend('Liar Liar')

13 Going on 30
Heartbreakers
A Simple Wish
A Good Year
21 & Over

	movie_id	title	cast	crew
0	19995	Avatar	[{"cast_id": 242, "character": "Jake Sully", "...	[{"credit_id": "52fe48009251416c750aca23", "de...
1	285	Pirates of the Caribbean: At World's End	[{"cast_id": 4, "character": "Captain Jack Spa...	[{"credit_id": "52fe4232c3a36847f800b579", "de...
2	206647	Spectre	[{"cast_id": 1, "character": "James Bond", "cr...	[{"credit_id": "54805967c3a36829b5002c41", "de...
3	49026	The Dark Knight Rises	[{"cast_id": 2, "character": "Bruce Wayne / Ba...	[{"credit_id": "52fe4781c3a36847f81398c3", "de...
4	49529	John Carter	[{"cast_id": 5, "character": "John Carter", "c...	[{"credit_id": "52fe479ac3a36847f813eaa3", "de...

	budget	genres	homepage	id	keywords	original_language	original_title	overview	popularity	production_companies	production_countries	release_date	revenue	runtime	spoken_languages	status	tagline	title	vote_average	vote_count
0	237000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.avatarmovie.com/	19995	[{"id": 1463, "name": "culture clash"}, {"id":...	en	Avatar	In the 22nd century, a paraplegic Marine is di...	150.437577	[{"name": "Ingenious Film Partners", "id": 289...	[{"iso_3166_1": "US", "name": "United States o...	10-12-2009	2787965087	162.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	Enter the World of Pandora.	Avatar	7.2	11800
1	300000000	[{"id": 12, "name": "Adventure"}, {"id": 14, "...	http://disney.go.com/disneypictures/pirates/	285	[{"id": 270, "name": "ocean"}, {"id": 726, "na...	en	Pirates of the Caribbean: At World's End	Captain Barbossa, long believed to be dead, ha...	139.082615	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "US", "name": "United States o...	19-05-2007	961000000	169.0	[{"iso_639_1": "en", "name": "English"}]	Released	At the end of the world, the adventure begins.	Pirates of the Caribbean: At World's End	6.9	4500
2	245000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.sonypictures.com/movies/spectre/	206647	[{"id": 470, "name": "spy"}, {"id": 818, "name...	en	Spectre	A cryptic message from Bond’s past sends him o...	107.376788	[{"name": "Columbia Pictures", "id": 5}, {"nam...	[{"iso_3166_1": "GB", "name": "United Kingdom"...	26-10-2015	880674609	148.0	[{"iso_639_1": "fr", "name": "Fran\u00e7ais"},...	Released	A Plan No One Escapes	Spectre	6.3	4466
3	250000000	[{"id": 28, "name": "Action"}, {"id": 80, "nam...	http://www.thedarkknightrises.com/	49026	[{"id": 849, "name": "dc comics"}, {"id": 853,...	en	The Dark Knight Rises	Following the death of District Attorney Harve...	112.312950	[{"name": "Legendary Pictures", "id": 923}, {"...	[{"iso_3166_1": "US", "name": "United States o...	16-07-2012	1084939099	165.0	[{"iso_639_1": "en", "name": "English"}]	Released	The Legend Ends	The Dark Knight Rises	7.6	9106
4	260000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://movies.disney.com/john-carter	49529	[{"id": 818, "name": "based on novel"}, {"id":...	en	John Carter	John Carter is a war-weary, former military ca...	43.926995	[{"name": "Walt Disney Pictures", "id": 2}]	[{"iso_3166_1": "US", "name": "United States o...	07-03-2012	284139100	132.0	[{"iso_639_1": "en", "name": "English"}]	Released	Lost in our world, found in another.	John Carter	6.1	2124

	budget	genres	homepage	id	keywords	original_language	original_title	overview	popularity	production_companies	production_countries	release_date	revenue	runtime	spoken_languages	status	tagline	title	vote_average	vote_count	movie_id	cast	crew
0	237000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.avatarmovie.com/	19995	[{"id": 1463, "name": "culture clash"}, {"id":...	en	Avatar	In the 22nd century, a paraplegic Marine is di...	150.437577	[{"name": "Ingenious Film Partners", "id": 289...	[{"iso_3166_1": "US", "name": "United States o...	10-12-2009	2787965087	162.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	Enter the World of Pandora.	Avatar	7.2	11800	19995	[{"cast_id": 242, "character": "Jake Sully", "...	[{"credit_id": "52fe48009251416c750aca23", "de...
1	300000000	[{"id": 12, "name": "Adventure"}, {"id": 14, "...	http://disney.go.com/disneypictures/pirates/	285	[{"id": 270, "name": "ocean"}, {"id": 726, "na...	en	Pirates of the Caribbean: At World's End	Captain Barbossa, long believed to be dead, ha...	139.082615	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "US", "name": "United States o...	19-05-2007	961000000	169.0	[{"iso_639_1": "en", "name": "English"}]	Released	At the end of the world, the adventure begins.	Pirates of the Caribbean: At World's End	6.9	4500	285	[{"cast_id": 4, "character": "Captain Jack Spa...	[{"credit_id": "52fe4232c3a36847f800b579", "de...
2	245000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.sonypictures.com/movies/spectre/	206647	[{"id": 470, "name": "spy"}, {"id": 818, "name...	en	Spectre	A cryptic message from Bond’s past sends him o...	107.376788	[{"name": "Columbia Pictures", "id": 5}, {"nam...	[{"iso_3166_1": "GB", "name": "United Kingdom"...	26-10-2015	880674609	148.0	[{"iso_639_1": "fr", "name": "Fran\u00e7ais"},...	Released	A Plan No One Escapes	Spectre	6.3	4466	206647	[{"cast_id": 1, "character": "James Bond", "cr...	[{"credit_id": "54805967c3a36829b5002c41", "de...
3	250000000	[{"id": 28, "name": "Action"}, {"id": 80, "nam...	http://www.thedarkknightrises.com/	49026	[{"id": 849, "name": "dc comics"}, {"id": 853,...	en	The Dark Knight Rises	Following the death of District Attorney Harve...	112.312950	[{"name": "Legendary Pictures", "id": 923}, {"...	[{"iso_3166_1": "US", "name": "United States o...	16-07-2012	1084939099	165.0	[{"iso_639_1": "en", "name": "English"}]	Released	The Legend Ends	The Dark Knight Rises	7.6	9106	49026	[{"cast_id": 2, "character": "Bruce Wayne / Ba...	[{"credit_id": "52fe4781c3a36847f81398c3", "de...
4	260000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://movies.disney.com/john-carter	49529	[{"id": 818, "name": "based on novel"}, {"id":...	en	John Carter	John Carter is a war-weary, former military ca...	43.926995	[{"name": "Walt Disney Pictures", "id": 2}]	[{"iso_3166_1": "US", "name": "United States o...	07-03-2012	284139100	132.0	[{"iso_639_1": "en", "name": "English"}]	Released	Lost in our world, found in another.	John Carter	6.1	2124	49529	[{"cast_id": 5, "character": "John Carter", "c...	[{"credit_id": "52fe479ac3a36847f813eaa3", "de...

	movie_id	title	overview	genres	keywords	cast	crew
0	19995	Avatar	In the 22nd century, a paraplegic Marine is di...	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	[{"id": 1463, "name": "culture clash"}, {"id":...	[{"cast_id": 242, "character": "Jake Sully", "...	[{"credit_id": "52fe48009251416c750aca23", "de...
1	285	Pirates of the Caribbean: At World's End	Captain Barbossa, long believed to be dead, ha...	[{"id": 12, "name": "Adventure"}, {"id": 14, "...	[{"id": 270, "name": "ocean"}, {"id": 726, "na...	[{"cast_id": 4, "character": "Captain Jack Spa...	[{"credit_id": "52fe4232c3a36847f800b579", "de...
2	206647	Spectre	A cryptic message from Bond’s past sends him o...	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	[{"id": 470, "name": "spy"}, {"id": 818, "name...	[{"cast_id": 1, "character": "James Bond", "cr...	[{"credit_id": "54805967c3a36829b5002c41", "de...
3	49026	The Dark Knight Rises	Following the death of District Attorney Harve...	[{"id": 28, "name": "Action"}, {"id": 80, "nam...	[{"id": 849, "name": "dc comics"}, {"id": 853,...	[{"cast_id": 2, "character": "Bruce Wayne / Ba...	[{"credit_id": "52fe4781c3a36847f81398c3", "de...
4	49529	John Carter	John Carter is a war-weary, former military ca...	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	[{"id": 818, "name": "based on novel"}, {"id":...	[{"cast_id": 5, "character": "John Carter", "c...	[{"credit_id": "52fe479ac3a36847f813eaa3", "de...

	movie_id	title	overview	genres	keywords	cast	crew
0	19995	Avatar	In the 22nd century, a paraplegic Marine is di...	[Action, Adventure, Fantasy, Science Fiction]	[culture clash, future, space war, space colon...	[Sam Worthington]	[{"credit_id": "52fe48009251416c750aca23", "de...
1	285	Pirates of the Caribbean: At World's End	Captain Barbossa, long believed to be dead, ha...	[Adventure, Fantasy, Action]	[ocean, drug abuse, exotic island, east india ...	[Johnny Depp]	[{"credit_id": "52fe4232c3a36847f800b579", "de...
2	206647	Spectre	A cryptic message from Bond’s past sends him o...	[Action, Adventure, Crime]	[spy, based on novel, secret agent, sequel, mi...	[Daniel Craig]	[{"credit_id": "54805967c3a36829b5002c41", "de...
3	49026	The Dark Knight Rises	Following the death of District Attorney Harve...	[Action, Crime, Drama, Thriller]	[dc comics, crime fighter, terrorist, secret i...	[Christian Bale]	[{"credit_id": "52fe4781c3a36847f81398c3", "de...
4	49529	John Carter	John Carter is a war-weary, former military ca...	[Action, Adventure, Science Fiction]	[based on novel, mars, medallion, space travel...	[Taylor Kitsch]	[{"credit_id": "52fe479ac3a36847f813eaa3", "de...

	movie_id	title	overview	genres	keywords	cast	crew
0	19995	Avatar	[In, the, 22nd, century,, a, paraplegic, Marin...	[Action, Adventure, Fantasy, Science Fiction]	[culture clash, future, space war, space colon...	[Sam Worthington]	[{"credit_id": "52fe48009251416c750aca23", "de...
1	285	Pirates of the Caribbean: At World's End	[Captain, Barbossa,, long, believed, to, be, d...	[Adventure, Fantasy, Action]	[ocean, drug abuse, exotic island, east india ...	[Johnny Depp]	[{"credit_id": "52fe4232c3a36847f800b579", "de...
2	206647	Spectre	[A, cryptic, message, from, Bond’s, past, send...	[Action, Adventure, Crime]	[spy, based on novel, secret agent, sequel, mi...	[Daniel Craig]	[{"credit_id": "54805967c3a36829b5002c41", "de...
3	49026	The Dark Knight Rises	[Following, the, death, of, District, Attorney...	[Action, Crime, Drama, Thriller]	[dc comics, crime fighter, terrorist, secret i...	[Christian Bale]	[{"credit_id": "52fe4781c3a36847f81398c3", "de...
4	49529	John Carter	[John, Carter, is, a, war-weary,, former, mili...	[Action, Adventure, Science Fiction]	[based on novel, mars, medallion, space travel...	[Taylor Kitsch]	[{"credit_id": "52fe479ac3a36847f813eaa3", "de...

	movie_id	title	cast	crew
0	19995	Avatar	[{"cast_id": 242, "character": "Jake Sully", "...	[{"credit_id": "52fe48009251416c750aca23", "de...
1	285	Pirates of the Caribbean: At World's End	[{"cast_id": 4, "character": "Captain Jack Spa...	[{"credit_id": "52fe4232c3a36847f800b579", "de...
2	206647	Spectre	[{"cast_id": 1, "character": "James Bond", "cr...	[{"credit_id": "54805967c3a36829b5002c41", "de...
3	49026	The Dark Knight Rises	[{"cast_id": 2, "character": "Bruce Wayne / Ba...	[{"credit_id": "52fe4781c3a36847f81398c3", "de...
4	49529	John Carter	[{"cast_id": 5, "character": "John Carter", "c...	[{"credit_id": "52fe479ac3a36847f813eaa3", "de...
5	559	Spider-Man 3	[{"cast_id": 30, "character": "Peter Parker / ...	[{"credit_id": "52fe4252c3a36847f80151a5", "de...
6	38757	Tangled	[{"cast_id": 34, "character": "Flynn Rider (vo...	[{"credit_id": "52fe46db9251416c91062101", "de...
7	99861	Avengers: Age of Ultron	[{"cast_id": 76, "character": "Tony Stark / Ir...	[{"credit_id": "55d5f7d4c3a3683e7e0016eb", "de...
8	767	Harry Potter and the Half-Blood Prince	[{"cast_id": 3, "character": "Harry Potter", "...	[{"credit_id": "52fe4273c3a36847f801fab1", "de...
9	209112	Batman v Superman: Dawn of Justice	[{"cast_id": 18, "character": "Bruce Wayne / B...	[{"credit_id": "553bf23692514135c8002886", "de...
10	1452	Superman Returns	[{"cast_id": 3, "character": "Superman / Clark...	[{"credit_id": "553bef6a9251416874003c8f", "de...
11	10764	Quantum of Solace	[{"cast_id": 1, "character": "James Bond", "cr...	[{"credit_id": "52fe43b29251416c7501aa63", "de...
12	58	Pirates of the Caribbean: Dead Man's Chest	[{"cast_id": 37, "character": "Captain Jack Sp...	[{"credit_id": "52fe4211c3a36847f8001873", "de...
13	57201	The Lone Ranger	[{"cast_id": 4, "character": "Tonto", "credit_...	[{"credit_id": "52fe4928c3a36847f818be95", "de...
14	49521	Man of Steel	[{"cast_id": 2, "character": "Clark Kent / Kal...	[{"credit_id": "52fe4799c3a36847f813e667", "de...
15	2454	The Chronicles of Narnia: Prince Caspian	[{"cast_id": 1, "character": "Prince Caspian",...	[{"credit_id": "55a239e69251412979002e8b", "de...
16	24428	The Avengers	[{"cast_id": 46, "character": "Tony Stark / Ir...	[{"credit_id": "52fe4495c3a368484e02b1cf", "de...
17	1865	Pirates of the Caribbean: On Stranger Tides	[{"cast_id": 15, "character": "Captain Jack Sp...	[{"credit_id": "566b4f54c3a3683f56005151", "de...
18	41154	Men in Black 3	[{"cast_id": 4, "character": "Agent J", "credi...	[{"credit_id": "52fe45b7c3a36847f80d68c7", "de...
19	122917	The Hobbit: The Battle of the Five Armies	[{"cast_id": 10, "character": "Bilbo Baggins",...	[{"credit_id": "548ad49a9251414fa20011ab", "de...
20	1930	The Amazing Spider-Man	[{"cast_id": 56, "character": "Peter Parker / ...	[{"credit_id": "5395a60dc3a368641d004492", "de...
21	20662	Robin Hood	[{"cast_id": 1, "character": "Robin Longstride...	[{"credit_id": "52fe43f2c3a368484e0076ad", "de...
22	57158	The Hobbit: The Desolation of Smaug	[{"cast_id": 3, "character": "Bilbo Baggins", ...	[{"credit_id": "52fe4926c3a36847f818b787", "de...
23	2268	The Golden Compass	[{"cast_id": 43, "character": "Lyra Belacqua",...	[{"credit_id": "52fe4348c3a36847f8048635", "de...
24	254	King Kong	[{"cast_id": 5, "character": "Ann Darrow", "cr...	[{"credit_id": "52fe422ec3a36847f800a1d7", "de...
25	597	Titanic	[{"cast_id": 20, "character": "Rose DeWitt Buk...	[{"credit_id": "52fe425ac3a36847f8017985", "de...
26	271110	Captain America: Civil War	[{"cast_id": 9, "character": "Steve Rogers / C...	[{"credit_id": "569443d59251414b67000428", "de...
27	44833	Battleship	[{"cast_id": 3, "character": "Lieutenant Alex ...	[{"credit_id": "52fe469ec3a36847f8108d45", "de...
28	135397	Jurassic World	[{"cast_id": 10, "character": "Owen Grady", "c...	[{"credit_id": "52fe4bf7c3a368484e1a0683", "de...
29	37724	Skyfall	[{"cast_id": 1, "character": "James Bond", "cr...	[{"credit_id": "52fe46689251416c910537ad", "de...
30	558	Spider-Man 2	[{"cast_id": 33, "character": "Peter Parker / ...	[{"credit_id": "52fe4252c3a36847f8015039", "de...
31	68721	Iron Man 3	[{"cast_id": 40, "character": "Tony Stark / Ir...	[{"credit_id": "52fe47a0c3a368484e0d15cb", "de...
32	12155	Alice in Wonderland	[{"cast_id": 7, "character": "Alice Kingsleigh...	[{"credit_id": "52fe44c09251416c7503fbc3", "de...
33	36668	X-Men: The Last Stand	[{"cast_id": 4, "character": "Logan / Wolverin...	[{"credit_id": "538d82720e0a26670e005e83", "de...
34	62211	Monsters University	[{"cast_id": 6, "character": "Michael \"Mike\"...	[{"credit_id": "52fe4675c3a368484e091e53", "de...
35	8373	Transformers: Revenge of the Fallen	[{"cast_id": 5, "character": "Sam Witwicky", "...	[{"credit_id": "537f0791c3a3680598002d4a", "de...
36	91314	Transformers: Age of Extinction	[{"cast_id": 6, "character": "Cade Yeager", "c...	[{"credit_id": "546c7de8c3a368096b001181", "de...
37	68728	Oz: The Great and Powerful	[{"cast_id": 6, "character": "Oz", "credit_id"...	[{"credit_id": "52fe47a1c3a368484e0d1a21", "de...
38	102382	The Amazing Spider-Man 2	[{"cast_id": 3, "character": "Peter Parker / S...	[{"credit_id": "53e66a1cc3a3684439001575", "de...
39	20526	TRON: Legacy	[{"cast_id": 44, "character": "Sam Flynn", "cr...	[{"credit_id": "52fe43eac3a368484e005c9f", "de...

	budget	genres	homepage	id	keywords	original_language	original_title	overview	popularity	production_companies	production_countries	release_date	revenue	runtime	spoken_languages	status	tagline	title	vote_average	vote_count
0	237000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.avatarmovie.com/	19995	[{"id": 1463, "name": "culture clash"}, {"id":...	en	Avatar	In the 22nd century, a paraplegic Marine is di...	150.437577	[{"name": "Ingenious Film Partners", "id": 289...	[{"iso_3166_1": "US", "name": "United States o...	10-12-2009	2787965087	162.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	Enter the World of Pandora.	Avatar	7.2	11800
1	300000000	[{"id": 12, "name": "Adventure"}, {"id": 14, "...	http://disney.go.com/disneypictures/pirates/	285	[{"id": 270, "name": "ocean"}, {"id": 726, "na...	en	Pirates of the Caribbean: At World's End	Captain Barbossa, long believed to be dead, ha...	139.082615	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "US", "name": "United States o...	19-05-2007	961000000	169.0	[{"iso_639_1": "en", "name": "English"}]	Released	At the end of the world, the adventure begins.	Pirates of the Caribbean: At World's End	6.9	4500
2	245000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.sonypictures.com/movies/spectre/	206647	[{"id": 470, "name": "spy"}, {"id": 818, "name...	en	Spectre	A cryptic message from Bond’s past sends him o...	107.376788	[{"name": "Columbia Pictures", "id": 5}, {"nam...	[{"iso_3166_1": "GB", "name": "United Kingdom"...	26-10-2015	880674609	148.0	[{"iso_639_1": "fr", "name": "Fran\u00e7ais"},...	Released	A Plan No One Escapes	Spectre	6.3	4466
3	250000000	[{"id": 28, "name": "Action"}, {"id": 80, "nam...	http://www.thedarkknightrises.com/	49026	[{"id": 849, "name": "dc comics"}, {"id": 853,...	en	The Dark Knight Rises	Following the death of District Attorney Harve...	112.312950	[{"name": "Legendary Pictures", "id": 923}, {"...	[{"iso_3166_1": "US", "name": "United States o...	16-07-2012	1084939099	165.0	[{"iso_639_1": "en", "name": "English"}]	Released	The Legend Ends	The Dark Knight Rises	7.6	9106
4	260000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://movies.disney.com/john-carter	49529	[{"id": 818, "name": "based on novel"}, {"id":...	en	John Carter	John Carter is a war-weary, former military ca...	43.926995	[{"name": "Walt Disney Pictures", "id": 2}]	[{"iso_3166_1": "US", "name": "United States o...	07-03-2012	284139100	132.0	[{"iso_639_1": "en", "name": "English"}]	Released	Lost in our world, found in another.	John Carter	6.1	2124
5	258000000	[{"id": 14, "name": "Fantasy"}, {"id": 28, "na...	http://www.sonypictures.com/movies/spider-man3/	559	[{"id": 851, "name": "dual identity"}, {"id": ...	en	Spider-Man 3	The seemingly invincible Spider-Man goes up ag...	115.699814	[{"name": "Columbia Pictures", "id": 5}, {"nam...	[{"iso_3166_1": "US", "name": "United States o...	01-05-2007	890871626	139.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	The battle within.	Spider-Man 3	5.9	3576
6	260000000	[{"id": 16, "name": "Animation"}, {"id": 10751...	http://disney.go.com/disneypictures/tangled/	38757	[{"id": 1562, "name": "hostage"}, {"id": 2343,...	en	Tangled	When the kingdom's most wanted-and most charmi...	48.681969	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "US", "name": "United States o...	24-11-2010	591794936	100.0	[{"iso_639_1": "en", "name": "English"}]	Released	They're taking adventure to new lengths.	Tangled	7.4	3330
7	280000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://marvel.com/movies/movie/193/avengers_ag...	99861	[{"id": 8828, "name": "marvel comic"}, {"id": ...	en	Avengers: Age of Ultron	When Tony Stark tries to jumpstart a dormant p...	134.279229	[{"name": "Marvel Studios", "id": 420}, {"name...	[{"iso_3166_1": "US", "name": "United States o...	22-04-2015	1405403694	141.0	[{"iso_639_1": "en", "name": "English"}]	Released	A New Age Has Come.	Avengers: Age of Ultron	7.3	6767
8	250000000	[{"id": 12, "name": "Adventure"}, {"id": 14, "...	http://harrypotter.warnerbros.com/harrypottera...	767	[{"id": 616, "name": "witch"}, {"id": 2343, "n...	en	Harry Potter and the Half-Blood Prince	As Harry begins his sixth year at Hogwarts, he...	98.885637	[{"name": "Warner Bros.", "id": 6194}, {"name"...	[{"iso_3166_1": "GB", "name": "United Kingdom"...	07-07-2009	933959197	153.0	[{"iso_639_1": "en", "name": "English"}]	Released	Dark Secrets Revealed	Harry Potter and the Half-Blood Prince	7.4	5293
9	250000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.batmanvsupermandawnofjustice.com/	209112	[{"id": 849, "name": "dc comics"}, {"id": 7002...	en	Batman v Superman: Dawn of Justice	Fearing the actions of a god-like Super Hero l...	155.790452	[{"name": "DC Comics", "id": 429}, {"name": "A...	[{"iso_3166_1": "US", "name": "United States o...	23-03-2016	873260194	151.0	[{"iso_639_1": "en", "name": "English"}]	Released	Justice or revenge	Batman v Superman: Dawn of Justice	5.7	7004
10	270000000	[{"id": 12, "name": "Adventure"}, {"id": 14, "...	http://www.superman.com	1452	[{"id": 83, "name": "saving the world"}, {"id"...	en	Superman Returns	Superman returns to discover his 5-year absenc...	57.925623	[{"name": "DC Comics", "id": 429}, {"name": "L...	[{"iso_3166_1": "US", "name": "United States o...	28-06-2006	391081192	154.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	NaN	Superman Returns	5.4	1400
11	200000000	[{"id": 12, "name": "Adventure"}, {"id": 28, "...	http://www.mgm.com/view/movie/234/Quantum-of-S...	10764	[{"id": 627, "name": "killing"}, {"id": 1568, ...	en	Quantum of Solace	Quantum of Solace continues the adventures of ...	107.928811	[{"name": "Eon Productions", "id": 7576}]	[{"iso_3166_1": "GB", "name": "United Kingdom"...	30-10-2008	586090727	106.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	For love, for hate, for justice, for revenge.	Quantum of Solace	6.1	2965
12	200000000	[{"id": 12, "name": "Adventure"}, {"id": 14, "...	http://disney.go.com/disneypictures/pirates/	58	[{"id": 616, "name": "witch"}, {"id": 663, "na...	en	Pirates of the Caribbean: Dead Man's Chest	Captain Jack Sparrow works his way out of a bl...	145.847379	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "JM", "name": "Jamaica"}, {"is...	20-06-2006	1065659812	151.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	Jack is back!	Pirates of the Caribbean: Dead Man's Chest	7.0	5246
13	255000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://disney.go.com/the-lone-ranger/	57201	[{"id": 1556, "name": "texas"}, {"id": 2673, "...	en	The Lone Ranger	The Texas Rangers chase down a gang of outlaws...	49.046956	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "US", "name": "United States o...	03-07-2013	89289910	149.0	[{"iso_639_1": "en", "name": "English"}]	Released	Never Take Off the Mask	The Lone Ranger	5.9	2311
14	225000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.manofsteel.com/	49521	[{"id": 83, "name": "saving the world"}, {"id"...	en	Man of Steel	A young boy learns that he has extraordinary p...	99.398009	[{"name": "Legendary Pictures", "id": 923}, {"...	[{"iso_3166_1": "GB", "name": "United Kingdom"...	12-06-2013	662845518	143.0	[{"iso_639_1": "en", "name": "English"}]	Released	You will believe that a man can fly.	Man of Steel	6.5	6359
15	225000000	[{"id": 12, "name": "Adventure"}, {"id": 10751...	NaN	2454	[{"id": 818, "name": "based on novel"}, {"id":...	en	The Chronicles of Narnia: Prince Caspian	One year after their incredible adventures in ...	53.978602	[{"name": "Walt Disney", "id": 5888}, {"name":...	[{"iso_3166_1": "CZ", "name": "Czech Republic"...	15-05-2008	419651413	150.0	[{"iso_639_1": "en", "name": "English"}]	Released	Hope has a new face.	The Chronicles of Narnia: Prince Caspian	6.3	1630
16	220000000	[{"id": 878, "name": "Science Fiction"}, {"id"...	http://marvel.com/avengers_movie/	24428	[{"id": 242, "name": "new york"}, {"id": 5539,...	en	The Avengers	When an unexpected enemy emerges and threatens...	144.448633	[{"name": "Paramount Pictures", "id": 4}, {"na...	[{"iso_3166_1": "US", "name": "United States o...	25-04-2012	1519557910	143.0	[{"iso_639_1": "en", "name": "English"}]	Released	Some assembly required.	The Avengers	7.4	11776
17	380000000	[{"id": 12, "name": "Adventure"}, {"id": 28, "...	http://disney.go.com/pirates/index-on-stranger...	1865	[{"id": 658, "name": "sea"}, {"id": 1316, "nam...	en	Pirates of the Caribbean: On Stranger Tides	Captain Jack Sparrow crosses paths with a woma...	135.413856	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "US", "name": "United States o...	14-05-2011	1045713802	136.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	Live Forever Or Die Trying.	Pirates of the Caribbean: On Stranger Tides	6.4	4948
18	225000000	[{"id": 28, "name": "Action"}, {"id": 35, "nam...	http://www.sonypictures.com/movies/meninblack3/	41154	[{"id": 4379, "name": "time travel"}, {"id": 5...	en	Men in Black 3	Agents J (Will Smith) and K (Tommy Lee Jones) ...	52.035179	[{"name": "Amblin Entertainment", "id": 56}, {...	[{"iso_3166_1": "US", "name": "United States o...	23-05-2012	624026776	106.0	[{"iso_639_1": "en", "name": "English"}]	Released	They are back... in time.	Men in Black 3	6.2	4160
19	250000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.thehobbit.com/	122917	[{"id": 417, "name": "corruption"}, {"id": 603...	en	The Hobbit: The Battle of the Five Armies	Immediately after the events of The Desolation...	120.965743	[{"name": "WingNut Films", "id": 11}, {"name":...	[{"iso_3166_1": "NZ", "name": "New Zealand"}, ...	10-12-2014	956019788	144.0	[{"iso_639_1": "en", "name": "English"}]	Released	Witness the defining chapter of the Middle-Ear...	The Hobbit: The Battle of the Five Armies	7.1	4760
20	215000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.theamazingspiderman.com	1930	[{"id": 1872, "name": "loss of father"}, {"id"...	en	The Amazing Spider-Man	Peter Parker is an outcast high schooler aband...	89.866276	[{"name": "Columbia Pictures", "id": 5}, {"nam...	[{"iso_3166_1": "US", "name": "United States o...	27-06-2012	752215857	136.0	[{"iso_639_1": "en", "name": "English"}]	Released	The untold story begins.	The Amazing Spider-Man	6.5	6586
21	200000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.robinhoodthemovie.com/	20662	[{"id": 4147, "name": "robin hood"}, {"id": 43...	en	Robin Hood	When soldier Robin happens upon the dying Robe...	37.668301	[{"name": "Imagine Entertainment", "id": 23}, ...	[{"iso_3166_1": "GB", "name": "United Kingdom"...	12-05-2010	310669540	140.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	Rise and rise again, until lambs become lions.	Robin Hood	6.2	1398
22	250000000	[{"id": 12, "name": "Adventure"}, {"id": 14, "...	http://www.thehobbit.com/	57158	[{"id": 603, "name": "elves"}, {"id": 604, "na...	en	The Hobbit: The Desolation of Smaug	The Dwarves, Bilbo and Gandalf have successful...	94.370564	[{"name": "WingNut Films", "id": 11}, {"name":...	[{"iso_3166_1": "NZ", "name": "New Zealand"}, ...	11-12-2013	958400000	161.0	[{"iso_639_1": "en", "name": "English"}]	Released	Beyond darkness... beyond desolation... lies t...	The Hobbit: The Desolation of Smaug	7.6	4524
23	180000000	[{"id": 12, "name": "Adventure"}, {"id": 14, "...	http://www.goldencompassmovie.com/index_german...	2268	[{"id": 392, "name": "england"}, {"id": 1461, ...	en	The Golden Compass	After overhearing a shocking secret, precociou...	42.990906	[{"name": "New Line Cinema", "id": 12}, {"name...	[{"iso_3166_1": "GB", "name": "United Kingdom"...	04-12-2007	372234864	113.0	[{"iso_639_1": "is", "name": "\u00cdslenska"},...	Released	There are worlds beyond our own - the compass ...	The Golden Compass	5.8	1303
24	207000000	[{"id": 12, "name": "Adventure"}, {"id": 18, "...	NaN	254	[{"id": 774, "name": "film business"}, {"id": ...	en	King Kong	In 1933 New York, an overly ambitious movie pr...	61.226010	[{"name": "WingNut Films", "id": 11}, {"name":...	[{"iso_3166_1": "NZ", "name": "New Zealand"}, ...	14-12-2005	550000000	187.0	[{"iso_639_1": "en", "name": "English"}]	Released	The eighth wonder of the world.	King Kong	6.6	2337
25	200000000	[{"id": 18, "name": "Drama"}, {"id": 10749, "n...	http://www.titanicmovie.com	597	[{"id": 2580, "name": "shipwreck"}, {"id": 298...	en	Titanic	84 years later, a 101-year-old woman named Ros...	100.025899	[{"name": "Paramount Pictures", "id": 4}, {"na...	[{"iso_3166_1": "US", "name": "United States o...	18-11-1997	1845034188	194.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	Nothing on Earth could come between them.	Titanic	7.5	7562
26	250000000	[{"id": 12, "name": "Adventure"}, {"id": 28, "...	http://marvel.com/captainamericapremiere	271110	[{"id": 393, "name": "civil war"}, {"id": 6091...	en	Captain America: Civil War	Following the events of Age of Ultron, the col...	198.372395	[{"name": "Studio Babelsberg", "id": 264}, {"n...	[{"iso_3166_1": "US", "name": "United States o...	27-04-2016	1153304495	147.0	[{"iso_639_1": "ro", "name": "Rom\u00e2n\u0103...	Released	Divided We Fall	Captain America: Civil War	7.1	7241
27	209000000	[{"id": 53, "name": "Thriller"}, {"id": 28, "n...	NaN	44833	[{"id": 1721, "name": "fight"}, {"id": 4410, "...	en	Battleship	When mankind beams a radio signal into space, ...	64.928382	[{"name": "Universal Pictures", "id": 33}, {"n...	[{"iso_3166_1": "US", "name": "United States o...	11-04-2012	303025485	131.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	The Battle for Earth Begins at Sea	Battleship	5.5	2114
28	150000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.jurassicworld.com/	135397	[{"id": 1299, "name": "monster"}, {"id": 1718,...	en	Jurassic World	Twenty-two years after the events of Jurassic ...	418.708552	[{"name": "Universal Studios", "id": 13}, {"na...	[{"iso_3166_1": "US", "name": "United States o...	09-06-2015	1513528810	124.0	[{"iso_639_1": "en", "name": "English"}]	Released	The park is open.	Jurassic World	6.5	8662
29	200000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.skyfall-movie.com	37724	[{"id": 470, "name": "spy"}, {"id": 4289, "nam...	en	Skyfall	When Bond's latest assignment goes gravely wro...	93.004993	[{"name": "Columbia Pictures", "id": 5}]	[{"iso_3166_1": "GB", "name": "United Kingdom"...	25-10-2012	1108561013	143.0	[{"iso_639_1": "en", "name": "English"}]	Released	Think on your sins.	Skyfall	6.9	7604
30	200000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.sonypictures.com/movies/spider-man2/	558	[{"id": 851, "name": "dual identity"}, {"id": ...	en	Spider-Man 2	Peter Parker is going through a major identity...	35.149586	[{"name": "Columbia Pictures", "id": 5}, {"nam...	[{"iso_3166_1": "US", "name": "United States o...	25-06-2004	783766341	127.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	There's a hero in all of us.	Spider-Man 2	6.7	4321
31	200000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://marvel.com/ironman3	68721	[{"id": 949, "name": "terrorist"}, {"id": 5597...	en	Iron Man 3	When Tony Stark's world is torn apart by a for...	77.682080	[{"name": "Marvel Studios", "id": 420}]	[{"iso_3166_1": "CN", "name": "China"}, {"iso_...	18-04-2013	1215439994	130.0	[{"iso_639_1": "en", "name": "English"}]	Released	Unleash the power behind the armor.	Iron Man 3	6.8	8806
32	200000000	[{"id": 10751, "name": "Family"}, {"id": 14, "...	http://disney.go.com/wonderland/	12155	[{"id": 818, "name": "based on novel"}, {"id":...	en	Alice in Wonderland	Alice, an unpretentious and individual 19-year...	78.530105	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "US", "name": "United States o...	03-03-2010	1025491110	108.0	[{"iso_639_1": "en", "name": "English"}]	Released	You're invited to a very important date.	Alice in Wonderland	6.4	4645
33	210000000	[{"id": 12, "name": "Adventure"}, {"id": 28, "...	NaN	36668	[{"id": 1852, "name": "mutant"}, {"id": 8828, ...	en	X-Men: The Last Stand	When a cure is found to treat mutations, lines...	3.857526	[{"name": "Ingenious Film Partners", "id": 289...	[{"iso_3166_1": "CA", "name": "Canada"}, {"iso...	24-05-2006	459359555	104.0	[{"iso_639_1": "en", "name": "English"}]	Released	Take a Stand	X-Men: The Last Stand	6.3	3525
34	200000000	[{"id": 16, "name": "Animation"}, {"id": 10751...	NaN	62211	[{"id": 1299, "name": "monster"}, {"id": 5984,...	en	Monsters University	A look at the relationship between Mike and Su...	89.186492	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "US", "name": "United States o...	20-06-2013	743559607	104.0	[{"iso_639_1": "en", "name": "English"}]	Released	School never looked this scary.	Monsters University	7.0	3528
35	150000000	[{"id": 878, "name": "Science Fiction"}, {"id"...	http://www.transformersmovie.com/	8373	[{"id": 1160, "name": "egypt"}, {"id": 1670, "...	en	Transformers: Revenge of the Fallen	Sam Witwicky leaves the Autobots behind for a ...	21.939663	[{"name": "Paramount Pictures", "id": 4}, {"na...	[{"iso_3166_1": "US", "name": "United States o...	19-06-2009	836297228	150.0	[{"iso_639_1": "en", "name": "English"}, {"iso...	Released	Revenge is coming.	Transformers: Revenge of the Fallen	6.0	3138
36	210000000	[{"id": 878, "name": "Science Fiction"}, {"id"...	http://www.transformersmovie.com	91314	[{"id": 9663, "name": "sequel"}, {"id": 9951, ...	en	Transformers: Age of Extinction	As humanity picks up the pieces, following the...	116.840296	[{"name": "Paramount Pictures", "id": 4}, {"na...	[{"iso_3166_1": "US", "name": "United States o...	25-06-2014	1091405097	165.0	[{"iso_639_1": "en", "name": "English"}]	Released	This is not war. It's extinction.	Transformers: Age of Extinction	5.8	3095
37	200000000	[{"id": 14, "name": "Fantasy"}, {"id": 12, "na...	http://www.ozthegreatandpowerfulmovie.com	68728	[{"id": 291, "name": "circus"}, {"id": 616, "n...	en	Oz: The Great and Powerful	Oscar Diggs, a small-time circus illusionist a...	46.985445	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "US", "name": "United States o...	07-03-2013	491868548	130.0	[{"iso_639_1": "en", "name": "English"}]	Released	In Oz, nothing is what it seems	Oz: The Great and Powerful	5.7	3530
38	200000000	[{"id": 28, "name": "Action"}, {"id": 12, "nam...	http://www.theamazingspiderman.com	102382	[{"id": 1523, "name": "obsession"}, {"id": 882...	en	The Amazing Spider-Man 2	For Peter Parker, life is busy. Between taking...	89.270217	[{"name": "Columbia Pictures", "id": 5}, {"nam...	[{"iso_3166_1": "US", "name": "United States o...	16-04-2014	705717432	142.0	[{"iso_639_1": "en", "name": "English"}]	Released	No more secrets.	The Amazing Spider-Man 2	6.5	4179
39	170000000	[{"id": 12, "name": "Adventure"}, {"id": 28, "...	http://disney.go.com/tron/	20526	[{"id": 310, "name": "artificial intelligence"...	en	TRON: Legacy	Sam Flynn, the tech-savvy and daring son of Ke...	73.795050	[{"name": "Walt Disney Pictures", "id": 2}, {"...	[{"iso_3166_1": "US", "name": "United States o...	10-12-2010	400062763	125.0	[{"iso_639_1": "en", "name": "English"}]	Released	The Game Has Changed.	TRON: Legacy	6.3	2841

	movie_id	title	overview	genres	keywords	cast	crew
0	19995	Avatar	In the 22nd century, a paraplegic Marine is di...	[Action, Adventure, Fantasy, Science Fiction]	[culture clash, future, space war, space colon...	[{"cast_id": 242, "character": "Jake Sully", "...	[{"credit_id": "52fe48009251416c750aca23", "de...
1	285	Pirates of the Caribbean: At World's End	Captain Barbossa, long believed to be dead, ha...	[Adventure, Fantasy, Action]	[ocean, drug abuse, exotic island, east india ...	[{"cast_id": 4, "character": "Captain Jack Spa...	[{"credit_id": "52fe4232c3a36847f800b579", "de...
2	206647	Spectre	A cryptic message from Bond’s past sends him o...	[Action, Adventure, Crime]	[spy, based on novel, secret agent, sequel, mi...	[{"cast_id": 1, "character": "James Bond", "cr...	[{"credit_id": "54805967c3a36829b5002c41", "de...
3	49026	The Dark Knight Rises	Following the death of District Attorney Harve...	[Action, Crime, Drama, Thriller]	[dc comics, crime fighter, terrorist, secret i...	[{"cast_id": 2, "character": "Bruce Wayne / Ba...	[{"credit_id": "52fe4781c3a36847f81398c3", "de...
4	49529	John Carter	John Carter is a war-weary, former military ca...	[Action, Adventure, Science Fiction]	[based on novel, mars, medallion, space travel...	[{"cast_id": 5, "character": "John Carter", "c...	[{"credit_id": "52fe479ac3a36847f813eaa3", "de...
5	559	Spider-Man 3	The seemingly invincible Spider-Man goes up ag...	[Fantasy, Action, Adventure]	[dual identity, amnesia, sandstorm, love of on...	[{"cast_id": 30, "character": "Peter Parker / ...	[{"credit_id": "52fe4252c3a36847f80151a5", "de...
6	38757	Tangled	When the kingdom's most wanted-and most charmi...	[Animation, Family]	[hostage, magic, horse, fairy tale, musical, p...	[{"cast_id": 34, "character": "Flynn Rider (vo...	[{"credit_id": "52fe46db9251416c91062101", "de...
7	99861	Avengers: Age of Ultron	When Tony Stark tries to jumpstart a dormant p...	[Action, Adventure, Science Fiction]	[marvel comic, sequel, superhero, based on com...	[{"cast_id": 76, "character": "Tony Stark / Ir...	[{"credit_id": "55d5f7d4c3a3683e7e0016eb", "de...
8	767	Harry Potter and the Half-Blood Prince	As Harry begins his sixth year at Hogwarts, he...	[Adventure, Fantasy, Family]	[witch, magic, broom, school of witchcraft, wi...	[{"cast_id": 3, "character": "Harry Potter", "...	[{"credit_id": "52fe4273c3a36847f801fab1", "de...
9	209112	Batman v Superman: Dawn of Justice	Fearing the actions of a god-like Super Hero l...	[Action, Adventure, Fantasy]	[dc comics, vigilante, superhero, based on com...	[{"cast_id": 18, "character": "Bruce Wayne / B...	[{"credit_id": "553bf23692514135c8002886", "de...
10	1452	Superman Returns	Superman returns to discover his 5-year absenc...	[Adventure, Fantasy, Action, Science Fiction]	[saving the world, dc comics, invulnerability,...	[{"cast_id": 3, "character": "Superman / Clark...	[{"credit_id": "553bef6a9251416874003c8f", "de...
11	10764	Quantum of Solace	Quantum of Solace continues the adventures of ...	[Adventure, Action, Thriller, Crime]	[killing, undercover, secret agent, british se...	[{"cast_id": 1, "character": "James Bond", "cr...	[{"credit_id": "52fe43b29251416c7501aa63", "de...
12	58	Pirates of the Caribbean: Dead Man's Chest	Captain Jack Sparrow works his way out of a bl...	[Adventure, Fantasy, Action]	[witch, fortune teller, bondage, exotic island...	[{"cast_id": 37, "character": "Captain Jack Sp...	[{"credit_id": "52fe4211c3a36847f8001873", "de...
13	57201	The Lone Ranger	The Texas Rangers chase down a gang of outlaws...	[Action, Adventure, Western]	[texas, horse, survivor, texas ranger, partner...	[{"cast_id": 4, "character": "Tonto", "credit_...	[{"credit_id": "52fe4928c3a36847f818be95", "de...
14	49521	Man of Steel	A young boy learns that he has extraordinary p...	[Action, Adventure, Fantasy, Science Fiction]	[saving the world, dc comics, superhero, based...	[{"cast_id": 2, "character": "Clark Kent / Kal...	[{"credit_id": "52fe4799c3a36847f813e667", "de...
15	2454	The Chronicles of Narnia: Prince Caspian	One year after their incredible adventures in ...	[Adventure, Family, Fantasy]	[based on novel, fictional place, brother sist...	[{"cast_id": 1, "character": "Prince Caspian",...	[{"credit_id": "55a239e69251412979002e8b", "de...
16	24428	The Avengers	When an unexpected enemy emerges and threatens...	[Science Fiction, Action, Adventure]	[new york, shield, marvel comic, superhero, ba...	[{"cast_id": 46, "character": "Tony Stark / Ir...	[{"credit_id": "52fe4495c3a368484e02b1cf", "de...
17	1865	Pirates of the Caribbean: On Stranger Tides	Captain Jack Sparrow crosses paths with a woma...	[Adventure, Action, Fantasy]	[sea, captain, mutiny, sword, prime minister, ...	[{"cast_id": 15, "character": "Captain Jack Sp...	[{"credit_id": "566b4f54c3a3683f56005151", "de...
18	41154	Men in Black 3	Agents J (Will Smith) and K (Tommy Lee Jones) ...	[Action, Comedy, Science Fiction]	[time travel, time machine, alien, fictional g...	[{"cast_id": 4, "character": "Agent J", "credi...	[{"credit_id": "52fe45b7c3a36847f80d68c7", "de...
19	122917	The Hobbit: The Battle of the Five Armies	Immediately after the events of The Desolation...	[Action, Adventure, Fantasy]	[corruption, elves, dwarves, orcs, middle-eart...	[{"cast_id": 10, "character": "Bilbo Baggins",...	[{"credit_id": "548ad49a9251414fa20011ab", "de...
20	1930	The Amazing Spider-Man	Peter Parker is an outcast high schooler aband...	[Action, Adventure, Fantasy]	[loss of father, vigilante, serum, marvel comi...	[{"cast_id": 56, "character": "Peter Parker / ...	[{"credit_id": "5395a60dc3a368641d004492", "de...
21	20662	Robin Hood	When soldier Robin happens upon the dying Robe...	[Action, Adventure]	[robin hood, archer, knight, sherwood forest, ...	[{"cast_id": 1, "character": "Robin Longstride...	[{"credit_id": "52fe43f2c3a368484e0076ad", "de...
22	57158	The Hobbit: The Desolation of Smaug	The Dwarves, Bilbo and Gandalf have successful...	[Adventure, Fantasy]	[elves, dwarves, orcs, hobbit, dragon, wizard,...	[{"cast_id": 3, "character": "Bilbo Baggins", ...	[{"credit_id": "52fe4926c3a36847f818b787", "de...
23	2268	The Golden Compass	After overhearing a shocking secret, precociou...	[Adventure, Fantasy]	[england, compass, experiment, lordship, uncle...	[{"cast_id": 43, "character": "Lyra Belacqua",...	[{"credit_id": "52fe4348c3a36847f8048635", "de...
24	254	King Kong	In 1933 New York, an overly ambitious movie pr...	[Adventure, Drama, Action]	[film business, screenplay, show business, fil...	[{"cast_id": 5, "character": "Ann Darrow", "cr...	[{"credit_id": "52fe422ec3a36847f800a1d7", "de...
25	597	Titanic	84 years later, a 101-year-old woman named Ros...	[Drama, Romance, Thriller]	[shipwreck, iceberg, ship, panic, titanic, oce...	[{"cast_id": 20, "character": "Rose DeWitt Buk...	[{"credit_id": "52fe425ac3a36847f8017985", "de...
26	271110	Captain America: Civil War	Following the events of Age of Ultron, the col...	[Adventure, Action, Science Fiction]	[civil war, war, marvel comic, sequel, superhe...	[{"cast_id": 9, "character": "Steve Rogers / C...	[{"credit_id": "569443d59251414b67000428", "de...
27	44833	Battleship	When mankind beams a radio signal into space, ...	[Thriller, Action, Adventure, Science Fiction]	[fight, u.s. navy, mind reading, hong kong, so...	[{"cast_id": 3, "character": "Lieutenant Alex ...	[{"credit_id": "52fe469ec3a36847f8108d45", "de...
28	135397	Jurassic World	Twenty-two years after the events of Jurassic ...	[Action, Adventure, Science Fiction, Thriller]	[monster, dna, tyrannosaurus rex, velociraptor...	[{"cast_id": 10, "character": "Owen Grady", "c...	[{"credit_id": "52fe4bf7c3a368484e1a0683", "de...
29	37724	Skyfall	When Bond's latest assignment goes gravely wro...	[Action, Adventure, Thriller]	[spy, secret agent, sociopath, killer, art gal...	[{"cast_id": 1, "character": "James Bond", "cr...	[{"credit_id": "52fe46689251416c910537ad", "de...
30	558	Spider-Man 2	Peter Parker is going through a major identity...	[Action, Adventure, Fantasy]	[dual identity, love of one's life, pizza boy,...	[{"cast_id": 33, "character": "Peter Parker / ...	[{"credit_id": "52fe4252c3a36847f8015039", "de...
31	68721	Iron Man 3	When Tony Stark's world is torn apart by a for...	[Action, Adventure, Science Fiction]	[terrorist, war on terror, tennessee, malibu, ...	[{"cast_id": 40, "character": "Tony Stark / Ir...	[{"credit_id": "52fe47a0c3a368484e0d15cb", "de...
32	12155	Alice in Wonderland	Alice, an unpretentious and individual 19-year...	[Family, Fantasy, Adventure]	[based on novel, fictional place, queen, fanta...	[{"cast_id": 7, "character": "Alice Kingsleigh...	[{"credit_id": "52fe44c09251416c7503fbc3", "de...
33	36668	X-Men: The Last Stand	When a cure is found to treat mutations, lines...	[Adventure, Action, Science Fiction, Thriller]	[mutant, marvel comic, based on comic book, su...	[{"cast_id": 4, "character": "Logan / Wolverin...	[{"credit_id": "538d82720e0a26670e005e83", "de...
34	62211	Monsters University	A look at the relationship between Mike and Su...	[Animation, Family]	[monster, dormitory, games, animation, best fr...	[{"cast_id": 6, "character": "Michael \"Mike\"...	[{"credit_id": "52fe4675c3a368484e091e53", "de...
35	8373	Transformers: Revenge of the Fallen	Sam Witwicky leaves the Autobots behind for a ...	[Science Fiction, Action, Adventure]	[egypt, sun, chaos, symbol, artifact, transfor...	[{"cast_id": 5, "character": "Sam Witwicky", "...	[{"credit_id": "537f0791c3a3680598002d4a", "de...
36	91314	Transformers: Age of Extinction	As humanity picks up the pieces, following the...	[Science Fiction, Action, Adventure]	[sequel, alien, transformers, giant robot, rob...	[{"cast_id": 6, "character": "Cade Yeager", "c...	[{"credit_id": "546c7de8c3a368096b001181", "de...
37	68728	Oz: The Great and Powerful	Oscar Diggs, a small-time circus illusionist a...	[Fantasy, Adventure, Family]	[circus, witch, magic, hope, illusion, lost, m...	[{"cast_id": 6, "character": "Oz", "credit_id"...	[{"credit_id": "52fe47a1c3a368484e0d1a21", "de...
38	102382	The Amazing Spider-Man 2	For Peter Parker, life is busy. Between taking...	[Action, Adventure, Fantasy]	[obsession, marvel comic, sequel, based on com...	[{"cast_id": 3, "character": "Peter Parker / S...	[{"credit_id": "53e66a1cc3a3684439001575", "de...
39	20526	TRON: Legacy	Sam Flynn, the tech-savvy and daring son of Ke...	[Adventure, Action, Science Fiction]	[artificial intelligence, secret identity, com...	[{"cast_id": 44, "character": "Sam Flynn", "cr...	[{"credit_id": "52fe43eac3a368484e005c9f", "de...